Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 4335 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 440.4 KiB |
| Average record size in memory | 104.0 B |
Variable types
| Numeric | 13 |
|---|
monetary_purchase is highly correlated with quant_invoices and 5 other fields | High correlation |
monetary_returns is highly correlated with quant_items and 1 other fields | High correlation |
recency_days is highly correlated with avg_recency_day | High correlation |
quant_invoices is highly correlated with monetary_purchase and 3 other fields | High correlation |
quant_items is highly correlated with monetary_purchase and 6 other fields | High correlation |
quant_prod_uniq is highly correlated with monetary_purchase and 2 other fields | High correlation |
avg_ticket is highly correlated with monetary_purchase and 4 other fields | High correlation |
avg_recency_day is highly correlated with recency_days and 1 other fields | High correlation |
freq_purchases is highly correlated with quant_invoices and 1 other fields | High correlation |
quant_returns is highly correlated with monetary_purchase and 3 other fields | High correlation |
avg_basket_size is highly correlated with monetary_purchase and 3 other fields | High correlation |
avg_uniq_basket_size is highly correlated with quant_prod_uniq and 1 other fields | High correlation |
monetary_returns is highly skewed (γ1 = -56.85806933) | Skewed |
avg_ticket is highly skewed (γ1 = 59.5817417) | Skewed |
freq_purchases is highly skewed (γ1 = 59.06192797) | Skewed |
quant_returns is highly skewed (γ1 = 62.48337706) | Skewed |
avg_basket_size is highly skewed (γ1 = 48.41859348) | Skewed |
customer_id has unique values | Unique |
monetary_returns has 2795 (64.5%) zeros | Zeros |
freq_purchases has 1554 (35.8%) zeros | Zeros |
quant_returns has 2795 (64.5%) zeros | Zeros |
Reproduction
| Analysis started | 2022-12-19 15:33:27.306581 |
|---|---|
| Analysis finished | 2022-12-19 15:33:47.850768 |
| Duration | 20.54 seconds |
| Software version | pandas-profiling v3.4.0 |
| Download configuration | config.json |
| Distinct | 4335 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15301.11995 |
| Minimum | 12347 |
|---|---|
| Maximum | 18287 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.0 KiB |
Quantile statistics
| Minimum | 12347 |
|---|---|
| 5-th percentile | 12615.7 |
| Q1 | 13813.5 |
| median | 15300 |
| Q3 | 16779.5 |
| 95-th percentile | 17984.3 |
| Maximum | 18287 |
| Range | 5940 |
| Interquartile range (IQR) | 2966 |
Descriptive statistics
| Standard deviation | 1721.77243 |
|---|---|
| Coefficient of variation (CV) | 0.1125259089 |
| Kurtosis | -1.195948071 |
| Mean | 15301.11995 |
| Median Absolute Deviation (MAD) | 1484 |
| Skewness | 0.0009307401652 |
| Sum | 66330355 |
| Variance | 2964500.301 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 17850 | 1 | < 0.1% |
| 17444 | 1 | < 0.1% |
| 15909 | 1 | < 0.1% |
| 13618 | 1 | < 0.1% |
| 16050 | 1 | < 0.1% |
| 17879 | 1 | < 0.1% |
| 17562 | 1 | < 0.1% |
| 15334 | 1 | < 0.1% |
| 12450 | 1 | < 0.1% |
| 13568 | 1 | < 0.1% |
| Other values (4325) | 4325 |
| Value | Count | Frequency (%) |
| 12347 | 1 | |
| 12348 | 1 | |
| 12349 | 1 | |
| 12350 | 1 | |
| 12352 | 1 | |
| 12353 | 1 | |
| 12354 | 1 | |
| 12355 | 1 | |
| 12356 | 1 | |
| 12357 | 1 |
| Value | Count | Frequency (%) |
| 18287 | 1 | |
| 18283 | 1 | |
| 18282 | 1 | |
| 18281 | 1 | |
| 18280 | 1 | |
| 18278 | 1 | |
| 18277 | 1 | |
| 18276 | 1 | |
| 18274 | 1 | |
| 18273 | 1 |
| Distinct | 4248 |
|---|---|
| Distinct (%) | 98.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1951.137476 |
| Minimum | 3.75 |
|---|---|
| Maximum | 259657.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.0 KiB |
Quantile statistics
| Minimum | 3.75 |
|---|---|
| 5-th percentile | 112.164 |
| Q1 | 305.685 |
| median | 668.04 |
| Q3 | 1640.115 |
| 95-th percentile | 5744.689 |
| Maximum | 259657.3 |
| Range | 259653.55 |
| Interquartile range (IQR) | 1334.43 |
Descriptive statistics
| Standard deviation | 7790.321213 |
|---|---|
| Coefficient of variation (CV) | 3.992707488 |
| Kurtosis | 469.1914378 |
| Mean | 1951.137476 |
| Median Absolute Deviation (MAD) | 463.8 |
| Skewness | 18.76917418 |
| Sum | 8458180.96 |
| Variance | 60689104.6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 76.32 | 4 | 0.1% |
| 35.4 | 3 | 0.1% |
| 79.2 | 3 | 0.1% |
| 440 | 3 | 0.1% |
| 113.5 | 3 | 0.1% |
| 363.65 | 3 | 0.1% |
| 120 | 2 | < 0.1% |
| 324.24 | 2 | < 0.1% |
| 116.01 | 2 | < 0.1% |
| 110.38 | 2 | < 0.1% |
| Other values (4238) | 4308 |
| Value | Count | Frequency (%) |
| 3.75 | 1 | |
| 6.2 | 1 | |
| 6.9 | 1 | |
| 12.75 | 1 | |
| 13.3 | 1 | |
| 15 | 2 | |
| 17 | 1 | |
| 20.8 | 2 | |
| 21.95 | 1 | |
| 25.5 | 2 |
| Value | Count | Frequency (%) |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 168472.5 | 1 | |
| 139638.06 | 1 | |
| 124564.53 | 1 | |
| 116725.63 | 1 | |
| 91062.38 | 1 | |
| 72882.09 | 1 | |
| 66653.56 | 1 | |
| 65019.62 | 1 |
| Distinct | 1121 |
|---|---|
| Distinct (%) | 25.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -115.996203 |
| Minimum | -168469.6 |
|---|---|
| Maximum | 0 |
| Zeros | 2795 |
| Zeros (%) | 64.5% |
| Negative | 1540 |
| Negative (%) | 35.5% |
| Memory size | 34.0 KiB |
Quantile statistics
| Minimum | -168469.6 |
|---|---|
| 5-th percentile | -175.201 |
| Q1 | -15.3 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 0 |
| Range | 168469.6 |
| Interquartile range (IQR) | 15.3 |
Descriptive statistics
| Standard deviation | 2702.109098 |
|---|---|
| Coefficient of variation (CV) | -23.29480645 |
| Kurtosis | 3491.260968 |
| Mean | -115.996203 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -56.85806933 |
| Sum | -502843.54 |
| Variance | 7301393.578 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2795 | |
| -12.75 | 21 | 0.5% |
| -4.95 | 18 | 0.4% |
| -9.95 | 17 | 0.4% |
| -15 | 16 | 0.4% |
| -5.9 | 12 | 0.3% |
| -25.5 | 11 | 0.3% |
| -4.25 | 10 | 0.2% |
| -3.75 | 8 | 0.2% |
| -19.9 | 8 | 0.2% |
| Other values (1111) | 1419 |
| Value | Count | Frequency (%) |
| -168469.6 | 1 | |
| -39267 | 1 | |
| -22998.4 | 1 | |
| -21889.48 | 1 | |
| -12158.9 | 1 | |
| -11202.44 | 1 | |
| -8593.15 | 1 | |
| -8495.01 | 1 | |
| -6130.22 | 1 | |
| -5759.64 | 1 |
| Value | Count | Frequency (%) |
| 0 | 2795 | |
| -0.42 | 2 | < 0.1% |
| -0.65 | 1 | < 0.1% |
| -0.77 | 1 | < 0.1% |
| -0.95 | 1 | < 0.1% |
| -1.25 | 4 | 0.1% |
| -1.45 | 4 | 0.1% |
| -1.64 | 1 | < 0.1% |
| -1.65 | 5 | 0.1% |
| -1.7 | 2 | < 0.1% |
| Distinct | 304 |
|---|---|
| Distinct (%) | 7.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 92.05167243 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 35 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 17 |
| median | 50 |
| Q3 | 142 |
| 95-th percentile | 311 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 125 |
Descriptive statistics
| Standard deviation | 99.93607143 |
|---|---|
| Coefficient of variation (CV) | 1.085651882 |
| Kurtosis | 0.4281095158 |
| Mean | 92.05167243 |
| Median Absolute Deviation (MAD) | 40 |
| Skewness | 1.24470537 |
| Sum | 399044 |
| Variance | 9987.218372 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 102 | 2.4% |
| 4 | 94 | 2.2% |
| 3 | 94 | 2.2% |
| 2 | 89 | 2.1% |
| 8 | 79 | 1.8% |
| 10 | 77 | 1.8% |
| 17 | 74 | 1.7% |
| 7 | 72 | 1.7% |
| 9 | 70 | 1.6% |
| 22 | 64 | 1.5% |
| Other values (294) | 3520 |
| Value | Count | Frequency (%) |
| 0 | 35 | 0.8% |
| 1 | 102 | |
| 2 | 89 | |
| 3 | 94 | |
| 4 | 94 | |
| 5 | 48 | |
| 7 | 72 | |
| 8 | 79 | |
| 9 | 70 | |
| 10 | 77 |
| Value | Count | Frequency (%) |
| 373 | 17 | |
| 372 | 17 | |
| 371 | 6 | 0.1% |
| 369 | 3 | 0.1% |
| 368 | 5 | 0.1% |
| 367 | 5 | 0.1% |
| 366 | 10 | |
| 365 | 10 | |
| 364 | 6 | 0.1% |
| 362 | 6 | 0.1% |
| Distinct | 57 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.242675894 |
| Minimum | 1 |
|---|---|
| Maximum | 209 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 5 |
| 95-th percentile | 13 |
| Maximum | 209 |
| Range | 208 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 7.605354551 |
|---|---|
| Coefficient of variation (CV) | 1.792584383 |
| Kurtosis | 257.8028706 |
| Mean | 4.242675894 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 12.25879931 |
| Sum | 18392 |
| Variance | 57.84141785 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1500 | |
| 2 | 833 | |
| 3 | 503 | 11.6% |
| 4 | 394 | 9.1% |
| 5 | 238 | 5.5% |
| 6 | 172 | 4.0% |
| 7 | 141 | 3.3% |
| 8 | 98 | 2.3% |
| 9 | 68 | 1.6% |
| 11 | 54 | 1.2% |
| Other values (47) | 334 | 7.7% |
| Value | Count | Frequency (%) |
| 1 | 1500 | |
| 2 | 833 | |
| 3 | 503 | 11.6% |
| 4 | 394 | 9.1% |
| 5 | 238 | 5.5% |
| 6 | 172 | 4.0% |
| 7 | 141 | 3.3% |
| 8 | 98 | 2.3% |
| 9 | 68 | 1.6% |
| 10 | 53 | 1.2% |
| Value | Count | Frequency (%) |
| 209 | 1 | |
| 200 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 2 | |
| 86 | 1 | |
| 62 | 2 | |
| 60 | 1 | |
| 57 | 1 | |
| 55 | 1 |
| Distinct | 1757 |
|---|---|
| Distinct (%) | 40.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1126.843829 |
| Minimum | 1 |
|---|---|
| Maximum | 80997 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 46 |
| Q1 | 160 |
| median | 378 |
| Q3 | 988 |
| 95-th percentile | 3535.5 |
| Maximum | 80997 |
| Range | 80996 |
| Interquartile range (IQR) | 828 |
Descriptive statistics
| Standard deviation | 3919.569049 |
|---|---|
| Coefficient of variation (CV) | 3.478360485 |
| Kurtosis | 213.9149559 |
| Mean | 1126.843829 |
| Median Absolute Deviation (MAD) | 275 |
| Skewness | 13.22510225 |
| Sum | 4884868 |
| Variance | 15363021.53 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 88 | 20 | 0.5% |
| 120 | 17 | 0.4% |
| 84 | 16 | 0.4% |
| 144 | 16 | 0.4% |
| 128 | 15 | 0.3% |
| 146 | 15 | 0.3% |
| 72 | 15 | 0.3% |
| 106 | 14 | 0.3% |
| 140 | 14 | 0.3% |
| 150 | 14 | 0.3% |
| Other values (1747) | 4179 |
| Value | Count | Frequency (%) |
| 1 | 5 | |
| 2 | 5 | |
| 3 | 4 | |
| 4 | 7 | |
| 5 | 3 | |
| 6 | 3 | |
| 7 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 2 | < 0.1% |
| 10 | 5 |
| Value | Count | Frequency (%) |
| 80997 | 1 | |
| 79881 | 1 | |
| 77373 | 1 | |
| 69993 | 1 | |
| 64549 | 1 | |
| 64124 | 1 | |
| 62812 | 1 | |
| 58243 | 1 | |
| 57772 | 1 | |
| 50255 | 1 |
| Distinct | 463 |
|---|---|
| Distinct (%) | 10.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 91.00207612 |
| Minimum | 1 |
|---|---|
| Maximum | 7846 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 17 |
| median | 41 |
| Q3 | 100 |
| 95-th percentile | 314 |
| Maximum | 7846 |
| Range | 7845 |
| Interquartile range (IQR) | 83 |
Descriptive statistics
| Standard deviation | 226.1535221 |
|---|---|
| Coefficient of variation (CV) | 2.485146842 |
| Kurtosis | 499.4270294 |
| Mean | 91.00207612 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | 18.41531394 |
| Sum | 394494 |
| Variance | 51145.41555 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10 | 83 | 1.9% |
| 6 | 76 | 1.8% |
| 9 | 76 | 1.8% |
| 1 | 73 | 1.7% |
| 15 | 72 | 1.7% |
| 11 | 70 | 1.6% |
| 28 | 68 | 1.6% |
| 8 | 67 | 1.5% |
| 7 | 67 | 1.5% |
| 5 | 67 | 1.5% |
| Other values (453) | 3616 |
| Value | Count | Frequency (%) |
| 1 | 73 | |
| 2 | 52 | |
| 3 | 57 | |
| 4 | 49 | |
| 5 | 67 | |
| 6 | 76 | |
| 7 | 67 | |
| 8 | 67 | |
| 9 | 76 | |
| 10 | 83 |
| Value | Count | Frequency (%) |
| 7846 | 1 | |
| 5588 | 1 | |
| 5095 | 1 | |
| 4591 | 1 | |
| 2698 | 1 | |
| 2379 | 1 | |
| 1818 | 1 | |
| 1676 | 1 | |
| 1636 | 1 | |
| 1502 | 1 |
| Distinct | 4292 |
|---|---|
| Distinct (%) | 99.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.57841831 |
| Minimum | 2.101285714 |
|---|---|
| Maximum | 56157.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.0 KiB |
Quantile statistics
| Minimum | 2.101285714 |
|---|---|
| 5-th percentile | 4.525895261 |
| Q1 | 12.29895425 |
| median | 17.58438596 |
| Q3 | 24.67598759 |
| 95-th percentile | 93.53833333 |
| Maximum | 56157.5 |
| Range | 56155.39871 |
| Interquartile range (IQR) | 12.37703334 |
Descriptive statistics
| Standard deviation | 885.3992073 |
|---|---|
| Coefficient of variation (CV) | 17.50547441 |
| Kurtosis | 3734.691061 |
| Mean | 50.57841831 |
| Median Absolute Deviation (MAD) | 6.234912281 |
| Skewness | 59.5817417 |
| Sum | 219257.4434 |
| Variance | 783931.7562 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 25.5 | 4 | 0.1% |
| 15 | 4 | 0.1% |
| 179 | 4 | 0.1% |
| 76.32 | 4 | 0.1% |
| 18.7 | 3 | 0.1% |
| 24.4 | 2 | < 0.1% |
| 17 | 2 | < 0.1% |
| 207.5 | 2 | < 0.1% |
| 20.36 | 2 | < 0.1% |
| 19.375 | 2 | < 0.1% |
| Other values (4282) | 4306 |
| Value | Count | Frequency (%) |
| 2.101285714 | 1 | |
| 2.150588235 | 1 | |
| 2.241 | 1 | |
| 2.264375 | 1 | |
| 2.4325 | 1 | |
| 2.462371134 | 1 | |
| 2.504876033 | 1 | |
| 2.50837156 | 1 | |
| 2.54704918 | 1 | |
| 2.563958333 | 1 |
| Value | Count | Frequency (%) |
| 56157.5 | 1 | |
| 13305.5 | 1 | |
| 4453.43 | 1 | |
| 3861 | 1 | |
| 3096 | 1 | |
| 2033.1 | 1 | |
| 2027.86 | 1 | |
| 1687.2 | 1 | |
| 1377.077778 | 1 | |
| 1001.2 | 1 |
| Distinct | 1429 |
|---|---|
| Distinct (%) | 33.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 237.5766236 |
| Minimum | 5.687022901 |
|---|---|
| Maximum | 373 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.0 KiB |
Quantile statistics
| Minimum | 5.687022901 |
|---|---|
| 5-th percentile | 56.71678322 |
| Q1 | 134.1 |
| median | 218.3333333 |
| Q3 | 373 |
| 95-th percentile | 373 |
| Maximum | 373 |
| Range | 367.3129771 |
| Interquartile range (IQR) | 238.9 |
Descriptive statistics
| Standard deviation | 118.1998573 |
|---|---|
| Coefficient of variation (CV) | 0.497523096 |
| Kurtosis | -1.47991667 |
| Mean | 237.5766236 |
| Median Absolute Deviation (MAD) | 126.6190476 |
| Skewness | -0.08400976914 |
| Sum | 1029894.663 |
| Variance | 13971.20626 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 373 | 1554 | |
| 187 | 15 | 0.3% |
| 202 | 15 | 0.3% |
| 199 | 13 | 0.3% |
| 232 | 12 | 0.3% |
| 197 | 12 | 0.3% |
| 193.5 | 11 | 0.3% |
| 192 | 10 | 0.2% |
| 195 | 10 | 0.2% |
| 204 | 10 | 0.2% |
| Other values (1419) | 2673 |
| Value | Count | Frequency (%) |
| 5.687022901 | 1 | |
| 6.601769912 | 1 | |
| 6.651785714 | 1 | |
| 8.288888889 | 1 | |
| 8.370786517 | 1 | |
| 10.45070423 | 1 | |
| 11.21212121 | 1 | |
| 13.7037037 | 1 | |
| 14.03773585 | 1 | |
| 15.10416667 | 1 |
| Value | Count | Frequency (%) |
| 373 | 1554 | |
| 369.5 | 1 | < 0.1% |
| 369 | 1 | < 0.1% |
| 368.5 | 1 | < 0.1% |
| 368 | 1 | < 0.1% |
| 365 | 2 | < 0.1% |
| 364.5 | 1 | < 0.1% |
| 364 | 2 | < 0.1% |
| 362.5 | 1 | < 0.1% |
| 362 | 2 | < 0.1% |
| Distinct | 1232 |
|---|---|
| Distinct (%) | 28.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.03975532161 |
| Minimum | 0 |
|---|---|
| Maximum | 34 |
| Zeros | 1554 |
| Zeros (%) | 35.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.01492537313 |
| Q3 | 0.0303030303 |
| 95-th percentile | 0.09030590263 |
| Maximum | 34 |
| Range | 34 |
| Interquartile range (IQR) | 0.0303030303 |
Descriptive statistics
| Standard deviation | 0.5364518284 |
|---|---|
| Coefficient of variation (CV) | 13.49383697 |
| Kurtosis | 3712.338665 |
| Mean | 0.03975532161 |
| Median Absolute Deviation (MAD) | 0.01492537313 |
| Skewness | 59.06192797 |
| Sum | 172.3393192 |
| Variance | 0.2877805642 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1554 | |
| 0.07142857143 | 15 | 0.3% |
| 0.02857142857 | 14 | 0.3% |
| 0.01587301587 | 14 | 0.3% |
| 0.04761904762 | 14 | 0.3% |
| 0.0303030303 | 13 | 0.3% |
| 0.02380952381 | 13 | 0.3% |
| 0.06451612903 | 13 | 0.3% |
| 0.025 | 12 | 0.3% |
| 0.03846153846 | 12 | 0.3% |
| Other values (1222) | 2661 |
| Value | Count | Frequency (%) |
| 0 | 1554 | |
| 0.005464480874 | 1 | < 0.1% |
| 0.005479452055 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005509641873 | 1 | < 0.1% |
| 0.005602240896 | 2 | < 0.1% |
| 0.005617977528 | 1 | < 0.1% |
| 0.005633802817 | 2 | < 0.1% |
| 0.005681818182 | 1 | < 0.1% |
| 0.005698005698 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 34 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 2 | 6 | |
| 1.5 | 1 | < 0.1% |
| 1.333333333 | 2 | < 0.1% |
| 1 | 5 | |
| 0.6666666667 | 3 | |
| 0.5603217158 | 1 | < 0.1% |
| 0.5376344086 | 1 | < 0.1% |
| Distinct | 216 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.3893887 |
| Minimum | 0 |
|---|---|
| Maximum | 80995 |
| Zeros | 2795 |
| Zeros (%) | 64.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 4 |
| 95-th percentile | 60 |
| Maximum | 80995 |
| Range | 80995 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 1252.611612 |
|---|---|
| Coefficient of variation (CV) | 28.86907719 |
| Kurtosis | 4028.482313 |
| Mean | 43.3893887 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 62.48337706 |
| Sum | 188093 |
| Variance | 1569035.85 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2795 | |
| 1 | 186 | 4.3% |
| 2 | 156 | 3.6% |
| 3 | 107 | 2.5% |
| 4 | 86 | 2.0% |
| 6 | 76 | 1.8% |
| 5 | 64 | 1.5% |
| 12 | 50 | 1.2% |
| 8 | 46 | 1.1% |
| 7 | 46 | 1.1% |
| Other values (206) | 723 | 16.7% |
| Value | Count | Frequency (%) |
| 0 | 2795 | |
| 1 | 186 | 4.3% |
| 2 | 156 | 3.6% |
| 3 | 107 | 2.5% |
| 4 | 86 | 2.0% |
| 5 | 64 | 1.5% |
| 6 | 76 | 1.8% |
| 7 | 46 | 1.1% |
| 8 | 46 | 1.1% |
| 9 | 41 | 0.9% |
| Value | Count | Frequency (%) |
| 80995 | 1 | |
| 9014 | 1 | |
| 8059 | 1 | |
| 4627 | 1 | |
| 3768 | 1 | |
| 3334 | 1 | |
| 2975 | 1 | |
| 2022 | 1 | |
| 2012 | 1 | |
| 1920 | 1 |
| Distinct | 2122 |
|---|---|
| Distinct (%) | 49.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 236.447602 |
| Minimum | 1 |
|---|---|
| Maximum | 40498.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 93 |
| median | 161.75 |
| Q3 | 271 |
| 95-th percentile | 597.2375 |
| Maximum | 40498.5 |
| Range | 40497.5 |
| Interquartile range (IQR) | 178 |
Descriptive statistics
| Standard deviation | 681.4721968 |
|---|---|
| Coefficient of variation (CV) | 2.882127757 |
| Kurtosis | 2818.432136 |
| Mean | 236.447602 |
| Median Absolute Deviation (MAD) | 81.25 |
| Skewness | 48.41859348 |
| Sum | 1025000.355 |
| Variance | 464404.355 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 19 | 0.4% |
| 82 | 18 | 0.4% |
| 88 | 18 | 0.4% |
| 120 | 18 | 0.4% |
| 73 | 17 | 0.4% |
| 144 | 16 | 0.4% |
| 72 | 16 | 0.4% |
| 60 | 16 | 0.4% |
| 136 | 16 | 0.4% |
| 106 | 16 | 0.4% |
| Other values (2112) | 4165 |
| Value | Count | Frequency (%) |
| 1 | 6 | |
| 1.5 | 1 | < 0.1% |
| 2 | 4 | |
| 3 | 3 | |
| 3.333333333 | 1 | < 0.1% |
| 4 | 7 | |
| 5 | 3 | |
| 5.333333333 | 1 | < 0.1% |
| 5.666666667 | 1 | < 0.1% |
| 6 | 3 |
| Value | Count | Frequency (%) |
| 40498.5 | 1 | |
| 7824 | 1 | |
| 6009.333333 | 1 | |
| 4300 | 1 | |
| 4282 | 1 | |
| 4280 | 1 | |
| 3868.65 | 1 | |
| 3028 | 1 | |
| 2924 | 1 | |
| 2880 | 1 |
| Distinct | 933 |
|---|---|
| Distinct (%) | 21.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.73424121 |
| Minimum | 0.2 |
|---|---|
| Maximum | 219 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.0 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 14 |
| Q3 | 24 |
| 95-th percentile | 52 |
| Maximum | 219 |
| Range | 218.8 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 17.22847967 |
|---|---|
| Coefficient of variation (CV) | 0.9196251655 |
| Kurtosis | 14.94353183 |
| Mean | 18.73424121 |
| Median Absolute Deviation (MAD) | 7.4 |
| Skewness | 2.817387236 |
| Sum | 81212.93565 |
| Variance | 296.8205118 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 95 | 2.2% |
| 9 | 90 | 2.1% |
| 8 | 89 | 2.1% |
| 10 | 88 | 2.0% |
| 13 | 86 | 2.0% |
| 7 | 85 | 2.0% |
| 6 | 81 | 1.9% |
| 11 | 78 | 1.8% |
| 14 | 75 | 1.7% |
| 5 | 75 | 1.7% |
| Other values (923) | 3493 |
| Value | Count | Frequency (%) |
| 0.2 | 1 | < 0.1% |
| 0.25 | 3 | 0.1% |
| 0.3333333333 | 7 | |
| 0.4 | 1 | < 0.1% |
| 0.4090909091 | 1 | < 0.1% |
| 0.5 | 12 | |
| 0.5454545455 | 1 | < 0.1% |
| 0.5714285714 | 1 | < 0.1% |
| 0.6 | 1 | < 0.1% |
| 0.6176470588 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 219 | 1 | |
| 177 | 1 | |
| 171 | 1 | |
| 155 | 1 | |
| 154 | 1 | |
| 148 | 2 | |
| 141 | 1 | |
| 131 | 1 | |
| 128 | 1 | |
| 127 | 1 |
Auto
The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| customer_id | monetary_purchase | monetary_returns | recency_days | quant_invoices | quant_items | quant_prod_uniq | avg_ticket | avg_recency_day | freq_purchases | quant_returns | avg_basket_size | avg_uniq_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 17850 | 5391.21 | -102.58 | 372.0 | 34.0 | 1733.0 | 297.0 | 18.152222 | 187.000000 | 34.000000 | 40.0 | 50.970588 | 0.617647 |
| 1 | 13047 | 3237.54 | -158.44 | 31.0 | 10.0 | 1391.0 | 172.0 | 18.822907 | 89.375000 | 0.029240 | 36.0 | 139.100000 | 10.600000 |
| 2 | 12583 | 6705.38 | -76.04 | 2.0 | 15.0 | 5028.0 | 232.0 | 28.902500 | 49.600000 | 0.040431 | 50.0 | 335.200000 | 7.600000 |
| 3 | 13748 | 948.25 | 0.00 | 95.0 | 5.0 | 439.0 | 28.0 | 33.866071 | 162.750000 | 0.017986 | 0.0 | 87.800000 | 4.800000 |
| 4 | 15100 | 876.00 | -240.90 | 333.0 | 3.0 | 80.0 | 3.0 | 292.000000 | 137.666667 | 0.075000 | 22.0 | 26.666667 | 0.333333 |
| 5 | 15291 | 4668.30 | -71.79 | 25.0 | 15.0 | 2103.0 | 103.0 | 45.323301 | 48.066667 | 0.043103 | 29.0 | 140.200000 | 4.133333 |
| 6 | 14688 | 5630.87 | -523.49 | 7.0 | 21.0 | 3621.0 | 327.0 | 17.219786 | 36.950000 | 0.057377 | 399.0 | 172.428571 | 7.047619 |
| 7 | 17809 | 5411.91 | -784.29 | 16.0 | 12.0 | 2057.0 | 61.0 | 88.719836 | 73.000000 | 0.033613 | 42.0 | 171.416667 | 3.833333 |
| 8 | 15311 | 60767.90 | -1348.56 | 0.0 | 91.0 | 38194.0 | 2379.0 | 25.543464 | 8.288889 | 0.243968 | 474.0 | 419.714286 | 6.230769 |
| 9 | 14527 | 8508.82 | -797.44 | 2.0 | 55.0 | 2089.0 | 972.0 | 8.753930 | 13.703704 | 0.149864 | 40.0 | 37.981818 | 6.000000 |
Last rows
| customer_id | monetary_purchase | monetary_returns | recency_days | quant_invoices | quant_items | quant_prod_uniq | avg_ticket | avg_recency_day | freq_purchases | quant_returns | avg_basket_size | avg_uniq_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4325 | 16000 | 12393.70 | 0.00 | 2.0 | 3.0 | 5110.0 | 9.0 | 1377.077778 | 373.0 | 0.0 | 0.0 | 1703.333333 | 3.0 |
| 4326 | 15195 | 3861.00 | 0.00 | 2.0 | 1.0 | 1404.0 | 1.0 | 3861.000000 | 373.0 | 0.0 | 0.0 | 1404.000000 | 1.0 |
| 4327 | 14087 | 194.42 | -12.75 | 2.0 | 1.0 | 251.0 | 69.0 | 2.817681 | 373.0 | 0.0 | 1.0 | 251.000000 | 61.0 |
| 4328 | 14204 | 161.03 | 0.00 | 2.0 | 1.0 | 82.0 | 44.0 | 3.659773 | 373.0 | 0.0 | 0.0 | 82.000000 | 36.0 |
| 4329 | 15471 | 469.48 | 0.00 | 2.0 | 1.0 | 266.0 | 77.0 | 6.097143 | 373.0 | 0.0 | 0.0 | 266.000000 | 67.0 |
| 4330 | 13436 | 196.89 | 0.00 | 1.0 | 1.0 | 76.0 | 12.0 | 16.407500 | 373.0 | 0.0 | 0.0 | 76.000000 | 12.0 |
| 4331 | 15520 | 343.50 | 0.00 | 1.0 | 1.0 | 314.0 | 18.0 | 19.083333 | 373.0 | 0.0 | 0.0 | 314.000000 | 18.0 |
| 4332 | 13298 | 360.00 | 0.00 | 1.0 | 1.0 | 96.0 | 2.0 | 180.000000 | 373.0 | 0.0 | 0.0 | 96.000000 | 2.0 |
| 4333 | 14569 | 227.39 | 0.00 | 1.0 | 1.0 | 79.0 | 12.0 | 18.949167 | 373.0 | 0.0 | 0.0 | 79.000000 | 10.0 |
| 4334 | 12713 | 794.55 | 0.00 | 0.0 | 1.0 | 505.0 | 37.0 | 21.474324 | 373.0 | 0.0 | 0.0 | 505.000000 | 37.0 |